{"id":"W1597309864","doi":"","title":"Routine pathological evaluation of tissue from inguinal hernias in children is unnecessary.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Hernia repair and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Inguinal hernia; Pathological; Hernia; General surgery; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001323654,0.00008846037,0.0002128507,0.00007474399,0.00001188166,0.000005319574,0.00005474793,0.00007015745,0.0005490282],"category_scores_gemma":[0.0004956082,0.0000727789,0.00003815228,0.0001477178,0.00002505625,0.00003176786,0.00002547721,0.00009810564,0.00001896661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006772798,"about_ca_system_score_gemma":0.00002869714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002374743,"about_ca_topic_score_gemma":0.00002685044,"domain_scores_codex":[0.9987218,0.000168056,0.0002497666,0.0002202075,0.0004353819,0.0002047802],"domain_scores_gemma":[0.9995586,0.00002031691,0.00006488695,0.0002122527,0.00006972854,0.00007420165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005573851,0.0002675639,0.8911375,0.00001054933,0.00004938281,0.00001349327,0.0002155185,0.00002067461,0.0000590807,0.00007762583,0.0004926782,0.1076002],"study_design_scores_gemma":[0.002407014,0.00004525757,0.9926723,0.00001074462,0.000132803,0.000008292546,0.00003911867,0.00009359398,0.001840594,0.0004609766,0.002221346,0.0000680159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797354,0.000384987,0.00005413293,0.0004036427,0.00005461441,0.001210402,0.000008304749,0.00002700319,0.01812153],"genre_scores_gemma":[0.9985096,0.00001943548,0.0002853632,0.0004343981,0.00005561595,0.000389542,0.00003034905,0.000008690539,0.0002669305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075322,"threshold_uncertainty_score":0.6011474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272529594203857,"score_gpt":0.28817536059246,"score_spread":0.2454500646504215,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}